{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculate Z-Score Index (ZSI) with Python\n",
    "\n",
    "This index is also as simple as RD and calculated by subtracting the long term mean from an individual rainfall value and then\n",
    "dividing the difference by the standard deviation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/prcphq.046037.month.txt', sep=r\"\\s+\",                    \n",
    "                   skiprows=1, usecols=[1, 2], \n",
    "                   parse_dates=True,\n",
    "                   index_col = 0,\n",
    "                   names=['Date', 'Rain'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate six-monthly ZSI\n",
    "\n",
    "Here we use all years as a reference period to calculate monthly long-term normals. ZSI = (p-pm)/s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Rain_6'] = data['Rain'].rolling(6).sum()\n",
    "df_6mon = data[['Rain_6']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_6mon['ZSI'] = np.nan\n",
    "\n",
    "for imon in np.arange(1, 13):\n",
    "    sinds = df_6mon.index.month==imon    \n",
    "    x = df_6mon[sinds]       \n",
    "    y = (x -x.mean())/x.std()   \n",
    "    df_6mon.loc[sinds, 'ZSI'] = y.values[:,0]   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rain</th>\n",
       "      <th>Rain_6</th>\n",
       "      <th>ZSI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1892-01-31</th>\n",
       "      <td>2.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-02-29</th>\n",
       "      <td>12.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-03-31</th>\n",
       "      <td>1.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-04-30</th>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-05-31</th>\n",
       "      <td>16.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-06-30</th>\n",
       "      <td>1.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>-0.915872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-07-31</th>\n",
       "      <td>11.7</td>\n",
       "      <td>45.0</td>\n",
       "      <td>-0.806282</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Rain  Rain_6       ZSI\n",
       "Date                              \n",
       "1892-01-31   2.5     NaN       NaN\n",
       "1892-02-29  12.2     NaN       NaN\n",
       "1892-03-31   1.8     NaN       NaN\n",
       "1892-04-30   1.5     NaN       NaN\n",
       "1892-05-31  16.8     NaN       NaN\n",
       "1892-06-30   1.0    35.8 -0.915872\n",
       "1892-07-31  11.7    45.0 -0.806282"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['ZSI'] = df_6mon['ZSI']\n",
    "del df_6mon\n",
    "data.head(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-3, 3)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data['ZSI'].plot(figsize=(15, 7), )\n",
    "ax.axhline(1,  linestyle='--', color='g')\n",
    "ax.axhline(-1, linestyle='--', color='r')\n",
    "ax.set_title('Six-Monthly Z-Score Index', fontsize=16)\n",
    "ax.set_xlim(data.index.min(), data.index.max())\n",
    "ax.set_ylim(-3, 3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary and discussion\n",
    "\n",
    "The Z-Score does not require adjusting the data by fitting the data to the Gamma or Pearson Type III distributions.Because of this, it is speculated that Z-Score might not represent the shorter time scales (Edwards and Mckee, 1997). Because of its simple calculation and effectiveness, Z-Score have been used in many drought studies (Akhtari et al., 2009; Komuscu, 1999; Morid et al., 2006; Patel et al., 2007; Tsakiris and Vangelis, 2004; Wu et al., 2001; Dogan et al., 2012). Various researchers also acclaimed that it is as good as SPI and can be calculated on multiple time steps. It can also accommodate missing values in the data series like CZI.\n",
    "\n",
    "## References\n",
    "\n",
    "Akhtari, R., Morid, S., Mahdian, M.H., Smakhtin, V., 2009. Assessment of areal interpolation methods for spatial analysis of SPI and EDI drought indices. Int. J. Climatol. 29, 135–145.\n",
    "\n",
    "Dogan, S., Berktay, A., Singh, V.P., 2012. Comparison of multi-monthly rainfall-based drought severity indices, with application to semi-arid Konya closed basin, Turkey. J. Hydrol. 470–471, 255–268.\n",
    "\n",
    "Edwards, D.C., Mckee, T.B., 1997. Characteristics of 20th century drought in the United States at multiple time scales. Atmos. Sci. Pap. 63, 1–30.\n",
    "\n",
    "Komuscu, A.U., 1999. Using the SPI to analyze spatial and temporal patterns of drought in Turkey. Drought Network News (1994-2001). Paper 49. pp. 7–13.\n",
    "\n",
    "Morid, S., Smakhtin, V., Moghaddasi, M., 2006. Comparison of seven meteorological indices for drought monitoring in Iran. Int. J. Climatol. 26, 971–985.\n",
    "\n",
    "Patel, N.R., Chopra, P., Dadhwal, V.K., 2007. Analyzing spatial patterns of meteorological drought using standardized precipitation index. Meteorol. Appl. 14, 329–336.\n",
    "\n",
    "Tsakiris, G., Vangelis, H., 2004. Towards a drought watch system based on spatial SPI. Water Resour. Manag. 18, 1–12.\n",
    "\n",
    "Wu, H., Hayes, M.J., Weiss, A., Hu, Q.I., 2001. An evaluation of the standardized precipitation index, the china-Zindex and the statistical Z-Score. Int. J. Climatol.21, 745–758. http://dx.doi.org/10.1002/joc.658."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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